I'd like to recommend The Data Compression Book by Mark Nelson and JL Gailly 2nd Edition (M&T Books NY 1995).
This book is out of print, but as is the case with older editions, it is very easy to find it second hand or possibly digital copies.
The interest of the book, is that it covers all the fundamental compression algorithms. Given its age it is a bit outdated with regards to some of the recent audio and video compression tricks but one will be better prepared to study these after covering the older/fundamental algorithms. It is maybe a case where an older source is preferable.
A possible negative for this book is its use of the C language to implement the various algorithms. While C probably remains the language of choice for many compression libraries, current readers may be more comfortable with other languages.
It is otherwise, IMHO [and I'm glad to note, seconded or firsted, by Greg Hewgill] a very good book to get involved with data compression.
Edit: Sorry, I just noted this question is a duplicate of this SO question. Interestingly, "The Data Compression Book" wasn't mentioned in this other question.
I must say that I don't have much experience in this field, but I recently encountered a book that seemed very good, which also happens to be available for free online:
(Information Theory, Inference, and Learning Algorithms)
It might seem like it's about several different subjects, but the author's point seems to be that they're all actually the same, so you need to learn all of them to really get it.
My paper A Survey Of Architectural Approaches for Data Compression in Cache and Main Memory Systems (permalink here) published in IEEE TPDS 2015 reviews many compression algorithms and also techniques for using them in modern processors. It reviews both research-grade and commercial-grade compression algorithms/techniques. It has 90+ references, so you can hopefully find a lot of material from the references cited in it.
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我想推荐 Mark Nelson 和JL Gailly 第二版（M&T Books NY 1995）。
这本书已经绝版，但与旧版本一样，很容易找到二手书或可能的数字副本。
这本书的有趣之处在于它涵盖了所有基本的压缩算法。考虑到它的年龄，它对于最近的一些音频和视频压缩技巧来说有点过时，但在介绍了较旧的/基本算法之后，人们将更好地准备研究这些技巧。在这种情况下，较旧的来源可能更可取。
本书的一个可能的缺点是它使用 C 语言来实现各种算法。虽然 C 可能仍然是许多压缩库的首选语言，但当前的读者可能更喜欢其他语言。
恕我直言，事实并非如此[我很高兴注意到，无论是赞同还是第一，作者都是Greg Hewgill]，这是一本涉及数据压缩的非常好的书。
编辑：抱歉，我刚刚注意到这个问题是这个问题<的重复项/a>.有趣的是，另一个问题中没有提到“数据压缩书”。
I'd like to recommend The Data Compression Book by Mark Nelson and JL Gailly 2nd Edition (M&T Books NY 1995).
This book is out of print, but as is the case with older editions, it is very easy to find it second hand or possibly digital copies.
The interest of the book, is that it covers all the fundamental compression algorithms. Given its age it is a bit outdated with regards to some of the recent audio and video compression tricks but one will be better prepared to study these after covering the older/fundamental algorithms. It is maybe a case where an older source is preferable.
A possible negative for this book is its use of the C language to implement the various algorithms. While C probably remains the language of choice for many compression libraries, current readers may be more comfortable with other languages.
It is otherwise, IMHO [and I'm glad to note, seconded or firsted, by Greg Hewgill] a very good book to get involved with data compression.
Edit: Sorry, I just noted this question is a duplicate of this SO question. Interestingly, "The Data Compression Book" wasn't mentioned in this other question.
我必须说我在这个领域没有太多经验，但是我最近遇到一本看起来非常好的书，这本书也恰好可以在网上免费获得：（
信息论、推理和学习算法）
http://www.inference.phy.cam.ac.uk/mackay/ itila/book.html
它可能看起来像是关于几个不同的主题，但作者的观点似乎是它们实际上都是相同的，因此您需要学习所有这些主题才能真正理解它。
I must say that I don't have much experience in this field, but I recently encountered a book that seemed very good, which also happens to be available for free online:
(Information Theory, Inference, and Learning Algorithms)
http://www.inference.phy.cam.ac.uk/mackay/itila/book.html
It might seem like it's about several different subjects, but the author's point seems to be that they're all actually the same, so you need to learn all of them to really get it.
我推荐 Mark Nelson 的《数据压缩书》。不幸的是，它似乎已经绝版，但您应该能够找到二手的副本。
I recommend The Data Compression Book by Mark Nelson. Unfortunately it appears to be out of print, but you should be able to find used copies.
我的论文缓存和主内存系统中数据压缩的架构方法的调查（永久链接此处) 回顾了许多压缩算法以及在现代处理器。它回顾了研究级和商业级压缩算法/技术。它有 90 多个参考文献，因此您有望从其中引用的参考文献中找到大量材料。
My paper A Survey Of Architectural Approaches for Data Compression in Cache and Main Memory Systems (permalink here) published in IEEE TPDS 2015 reviews many compression algorithms and also techniques for using them in modern processors. It reviews both research-grade and commercial-grade compression algorithms/techniques. It has 90+ references, so you can hopefully find a lot of material from the references cited in it.